diff --git a/paths.json b/paths.json
index 4af8359953445c57cd17c5be854197c82482df51..4b4b1552d74e90eff851053a18d3e3a07b402439 100644
--- a/paths.json
+++ b/paths.json
@@ -1 +1 @@
-{"text-search-davinci-001": ["results/text-search-davinci-001/NFCorpus.json", "results/text-search-davinci-001/ArguAna.json", "results/text-search-davinci-001/HotpotQA.json", "results/text-search-davinci-001/Touche2020.json", "results/text-search-davinci-001/ClimateFEVER.json", "results/text-search-davinci-001/FiQA2018.json", "results/text-search-davinci-001/FEVER.json", "results/text-search-davinci-001/QuoraRetrieval.json", "results/text-search-davinci-001/TRECCOVID.json", "results/text-search-davinci-001/SciFact.json"], "text-search-babbage-001": ["results/text-search-babbage-001/NFCorpus.json", "results/text-search-babbage-001/ArguAna.json", "results/text-search-babbage-001/HotpotQA.json", "results/text-search-babbage-001/Touche2020.json", "results/text-search-babbage-001/ClimateFEVER.json", "results/text-search-babbage-001/FiQA2018.json", "results/text-search-babbage-001/FEVER.json", "results/text-search-babbage-001/QuoraRetrieval.json", "results/text-search-babbage-001/TRECCOVID.json", "results/text-search-babbage-001/SciFact.json"], "xlm-roberta-large": ["results/xlm-roberta-large/BlurbsClusteringP2P.json", "results/xlm-roberta-large/TenKGnadClusteringS2S.json", "results/xlm-roberta-large/BlurbsClusteringS2S.json", "results/xlm-roberta-large/TenKGnadClusteringP2P.json"], "text-search-ada-001": ["results/text-search-ada-001/NFCorpus.json", "results/text-search-ada-001/MSMARCO.json", "results/text-search-ada-001/ArguAna.json", "results/text-search-ada-001/HotpotQA.json", "results/text-search-ada-001/Touche2020.json", "results/text-search-ada-001/MedrxivClusteringS2S.json", "results/text-search-ada-001/ClimateFEVER.json", "results/text-search-ada-001/FiQA2018.json", "results/text-search-ada-001/DBPedia.json", "results/text-search-ada-001/FEVER.json", "results/text-search-ada-001/QuoraRetrieval.json", "results/text-search-ada-001/BiorxivClusteringS2S.json", "results/text-search-ada-001/TRECCOVID.json", "results/text-search-ada-001/SciFact.json", "results/text-search-ada-001/SCIDOCS.json", "results/text-search-ada-001/NQ.json", "results/text-search-ada-001/TwentyNewsgroupsClustering.json"], "gtr-t5-large": ["results/gtr-t5-large/MedrxivClusteringP2P.json", "results/gtr-t5-large/STS13.json", "results/gtr-t5-large/ArxivClusteringP2P.json", "results/gtr-t5-large/AmazonReviewsClassification.json", "results/gtr-t5-large/MTOPDomainClassification.json", "results/gtr-t5-large/CQADupstackMathematicaRetrieval.json", "results/gtr-t5-large/AmazonCounterfactualClassification.json", "results/gtr-t5-large/CQADupstackTexRetrieval.json", "results/gtr-t5-large/MindSmallReranking.json", "results/gtr-t5-large/NFCorpus.json", "results/gtr-t5-large/MSMARCO.json", "results/gtr-t5-large/CQADupstackUnixRetrieval.json", "results/gtr-t5-large/STS12.json", "results/gtr-t5-large/StackExchangeClustering.json", "results/gtr-t5-large/SciDocsRR.json", "results/gtr-t5-large/ArguAna.json", "results/gtr-t5-large/AskUbuntuDupQuestions.json", "results/gtr-t5-large/TweetSentimentExtractionClassification.json", "results/gtr-t5-large/ArxivClusteringS2S.json", "results/gtr-t5-large/HotpotQA.json", "results/gtr-t5-large/Touche2020.json", "results/gtr-t5-large/CQADupstackAndroidRetrieval.json", "results/gtr-t5-large/SummEval.json", "results/gtr-t5-large/ImdbClassification.json", "results/gtr-t5-large/STS15.json", "results/gtr-t5-large/MedrxivClusteringS2S.json", "results/gtr-t5-large/ClimateFEVER.json", "results/gtr-t5-large/STS14.json", "results/gtr-t5-large/CQADupstackEnglishRetrieval.json", "results/gtr-t5-large/CQADupstackGamingRetrieval.json", "results/gtr-t5-large/FiQA2018.json", "results/gtr-t5-large/MassiveIntentClassification.json", "results/gtr-t5-large/AmazonPolarityClassification.json", "results/gtr-t5-large/DBPedia.json", "results/gtr-t5-large/FEVER.json", "results/gtr-t5-large/CQADupstackProgrammersRetrieval.json", "results/gtr-t5-large/STS22.json", "results/gtr-t5-large/MassiveScenarioClassification.json", "results/gtr-t5-large/QuoraRetrieval.json", "results/gtr-t5-large/SICK-R.json", "results/gtr-t5-large/TwitterURLCorpus.json", "results/gtr-t5-large/BiorxivClusteringS2S.json", "results/gtr-t5-large/STS17.json", "results/gtr-t5-large/TRECCOVID.json", "results/gtr-t5-large/SciFact.json", "results/gtr-t5-large/SCIDOCS.json", "results/gtr-t5-large/NQ.json", "results/gtr-t5-large/STS16.json", "results/gtr-t5-large/EmotionClassification.json", "results/gtr-t5-large/CQADupstackWebmastersRetrieval.json", "results/gtr-t5-large/RedditClusteringP2P.json", "results/gtr-t5-large/CQADupstackGisRetrieval.json", "results/gtr-t5-large/STSBenchmark.json", "results/gtr-t5-large/Banking77Classification.json", "results/gtr-t5-large/CQADupstackStatsRetrieval.json", "results/gtr-t5-large/BIOSSES.json", "results/gtr-t5-large/BiorxivClusteringP2P.json", "results/gtr-t5-large/StackExchangeClusteringP2P.json", 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"results/e5-base/DanishPoliticalCommentsClassification.json", "results/e5-base/NordicLangClassification.json", "results/e5-base/DKHateClassification.json", "results/e5-base/DalajClassification.json"], "electra-small-swedish-cased-discriminator": ["results/electra-small-swedish-cased-discriminator/NoRecClassification.json", "results/electra-small-swedish-cased-discriminator/LccSentimentClassification.json", "results/electra-small-swedish-cased-discriminator/ScalaNbClassification.json", "results/electra-small-swedish-cased-discriminator/AngryTweetsClassification.json", "results/electra-small-swedish-cased-discriminator/ScalaSvClassification.json", "results/electra-small-swedish-cased-discriminator/ScalaDaClassification.json", "results/electra-small-swedish-cased-discriminator/MassiveIntentClassification.json", "results/electra-small-swedish-cased-discriminator/MassiveScenarioClassification.json", "results/electra-small-swedish-cased-discriminator/SweRecClassification.json", 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\ No newline at end of file
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"results/paraphrase-multilingual-mpnet-base-v2/TweetSentimentExtractionClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/ArxivClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/HotpotQA.json", "results/paraphrase-multilingual-mpnet-base-v2/Touche2020.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackAndroidRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/SummEval.json", "results/paraphrase-multilingual-mpnet-base-v2/ImdbClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/STS15.json", "results/paraphrase-multilingual-mpnet-base-v2/MedrxivClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/ClimateFEVER.json", "results/paraphrase-multilingual-mpnet-base-v2/STS14.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackEnglishRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackGamingRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/FiQA2018.json", "results/paraphrase-multilingual-mpnet-base-v2/MassiveIntentClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/AmazonPolarityClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/DBPedia.json", "results/paraphrase-multilingual-mpnet-base-v2/FEVER.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackProgrammersRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/STS22.json", "results/paraphrase-multilingual-mpnet-base-v2/MassiveScenarioClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/QuoraRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/SICK-R.json", "results/paraphrase-multilingual-mpnet-base-v2/TwitterURLCorpus.json", "results/paraphrase-multilingual-mpnet-base-v2/BiorxivClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/STS17.json", "results/paraphrase-multilingual-mpnet-base-v2/TRECCOVID.json", "results/paraphrase-multilingual-mpnet-base-v2/SciFact.json", "results/paraphrase-multilingual-mpnet-base-v2/BlurbsClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/SCIDOCS.json", "results/paraphrase-multilingual-mpnet-base-v2/NQ.json", "results/paraphrase-multilingual-mpnet-base-v2/STS16.json", "results/paraphrase-multilingual-mpnet-base-v2/EmotionClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackWebmastersRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/RedditClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackGisRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/TenKGnadClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/STSBenchmark.json", "results/paraphrase-multilingual-mpnet-base-v2/Banking77Classification.json", "results/paraphrase-multilingual-mpnet-base-v2/BlurbsClusteringS2S.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackStatsRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/Tatoeba.json", "results/paraphrase-multilingual-mpnet-base-v2/BIOSSES.json", "results/paraphrase-multilingual-mpnet-base-v2/BiorxivClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/StackExchangeClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/ToxicConversationsClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/TwentyNewsgroupsClustering.json", "results/paraphrase-multilingual-mpnet-base-v2/TwitterSemEval2015.json", "results/paraphrase-multilingual-mpnet-base-v2/MTOPIntentClassification.json", "results/paraphrase-multilingual-mpnet-base-v2/RedditClustering.json", "results/paraphrase-multilingual-mpnet-base-v2/TenKGnadClusteringP2P.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackPhysicsRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/StackOverflowDupQuestions.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackRetrieval.json", "results/paraphrase-multilingual-mpnet-base-v2/SprintDuplicateQuestions.json", "results/paraphrase-multilingual-mpnet-base-v2/CQADupstackWordpressRetrieval.json"], "SGPT-1.3B-weightedmean-msmarco-specb-bitfit": ["results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MedrxivClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS13.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ArxivClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/AmazonReviewsClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MTOPDomainClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackMathematicaRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/AmazonCounterfactualClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackTexRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MindSmallReranking.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/NFCorpus.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MSMARCO.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackUnixRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS12.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/StackExchangeClustering.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SciDocsRR.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ArguAna.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/AskUbuntuDupQuestions.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TweetSentimentExtractionClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ArxivClusteringS2S.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/HotpotQA.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/Touche2020.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackAndroidRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SummEval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ImdbClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS15.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MedrxivClusteringS2S.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ClimateFEVER.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS14.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackEnglishRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackGamingRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/FiQA2018.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MassiveIntentClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/AmazonPolarityClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/DBPedia.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/FEVER.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackProgrammersRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS22.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MassiveScenarioClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/QuoraRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SICK-R.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TwitterURLCorpus.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/BiorxivClusteringS2S.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS17.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TRECCOVID.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SciFact.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SCIDOCS.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/NQ.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STS16.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/EmotionClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackWebmastersRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/RedditClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackGisRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/STSBenchmark.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/Banking77Classification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackStatsRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/BIOSSES.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/BiorxivClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/StackExchangeClusteringP2P.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/ToxicConversationsClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TwentyNewsgroupsClustering.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/TwitterSemEval2015.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/MTOPIntentClassification.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/RedditClustering.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackPhysicsRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/StackOverflowDupQuestions.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackRetrieval.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/SprintDuplicateQuestions.json", "results/SGPT-1.3B-weightedmean-msmarco-specb-bitfit/CQADupstackWordpressRetrieval.json"], "gbert-base": ["results/gbert-base/BlurbsClusteringP2P.json", "results/gbert-base/TenKGnadClusteringS2S.json", "results/gbert-base/BlurbsClusteringS2S.json", "results/gbert-base/TenKGnadClusteringP2P.json"], "allenai-specter": ["results/allenai-specter/MedrxivClusteringP2P.json", "results/allenai-specter/STS13.json", "results/allenai-specter/ArxivClusteringP2P.json", "results/allenai-specter/AmazonReviewsClassification.json", "results/allenai-specter/MTOPDomainClassification.json", "results/allenai-specter/CQADupstackMathematicaRetrieval.json", "results/allenai-specter/AmazonCounterfactualClassification.json", "results/allenai-specter/CQADupstackTexRetrieval.json", "results/allenai-specter/MindSmallReranking.json", "results/allenai-specter/NFCorpus.json", "results/allenai-specter/MSMARCO.json", "results/allenai-specter/CQADupstackUnixRetrieval.json", "results/allenai-specter/STS12.json", "results/allenai-specter/StackExchangeClustering.json", "results/allenai-specter/SciDocsRR.json", "results/allenai-specter/ArguAna.json", "results/allenai-specter/AskUbuntuDupQuestions.json", "results/allenai-specter/TweetSentimentExtractionClassification.json", "results/allenai-specter/ArxivClusteringS2S.json", "results/allenai-specter/HotpotQA.json", "results/allenai-specter/Touche2020.json", "results/allenai-specter/CQADupstackAndroidRetrieval.json", "results/allenai-specter/SummEval.json", "results/allenai-specter/ImdbClassification.json", "results/allenai-specter/STS15.json", "results/allenai-specter/MedrxivClusteringS2S.json", "results/allenai-specter/ClimateFEVER.json", "results/allenai-specter/STS14.json", "results/allenai-specter/CQADupstackEnglishRetrieval.json", "results/allenai-specter/CQADupstackGamingRetrieval.json", "results/allenai-specter/FiQA2018.json", "results/allenai-specter/MassiveIntentClassification.json", "results/allenai-specter/AmazonPolarityClassification.json", "results/allenai-specter/DBPedia.json", "results/allenai-specter/FEVER.json", "results/allenai-specter/CQADupstackProgrammersRetrieval.json", "results/allenai-specter/STS22.json", "results/allenai-specter/MassiveScenarioClassification.json", "results/allenai-specter/QuoraRetrieval.json", "results/allenai-specter/SICK-R.json", "results/allenai-specter/TwitterURLCorpus.json", "results/allenai-specter/BiorxivClusteringS2S.json", "results/allenai-specter/STS17.json", "results/allenai-specter/TRECCOVID.json", "results/allenai-specter/SciFact.json", "results/allenai-specter/SCIDOCS.json", "results/allenai-specter/NQ.json", "results/allenai-specter/STS16.json", "results/allenai-specter/EmotionClassification.json", "results/allenai-specter/CQADupstackWebmastersRetrieval.json", "results/allenai-specter/RedditClusteringP2P.json", "results/allenai-specter/CQADupstackGisRetrieval.json", "results/allenai-specter/STSBenchmark.json", "results/allenai-specter/Banking77Classification.json", "results/allenai-specter/CQADupstackStatsRetrieval.json", "results/allenai-specter/BIOSSES.json", "results/allenai-specter/BiorxivClusteringP2P.json", "results/allenai-specter/StackExchangeClusteringP2P.json", "results/allenai-specter/ToxicConversationsClassification.json", "results/allenai-specter/TwentyNewsgroupsClustering.json", "results/allenai-specter/TwitterSemEval2015.json", "results/allenai-specter/MTOPIntentClassification.json", "results/allenai-specter/RedditClustering.json", "results/allenai-specter/CQADupstackPhysicsRetrieval.json", "results/allenai-specter/StackOverflowDupQuestions.json", "results/allenai-specter/CQADupstackRetrieval.json", "results/allenai-specter/SprintDuplicateQuestions.json", "results/allenai-specter/CQADupstackWordpressRetrieval.json"]}
\ No newline at end of file
diff --git a/results.py b/results.py
index 24f2d2390543baebcee0bd37c218dd24d136ddae..4cfba62c966e4c0cac7b951d5f503a8b9a1adbf3 100644
--- a/results.py
+++ b/results.py
@@ -27,6 +27,13 @@ EVAL_LANGS = ['af', 'afr-eng', 'am', 'amh-eng', 'ang-eng', 'ar', 'ar-ar', 'ara-e
 
 SKIP_KEYS = ["std", "evaluation_time", "main_score", "threshold"]
 
+# Use "train" split instead
+TRAIN_SPLIT = ["DanishPoliticalCommentsClassification"]
+# Use "validation" split instead
+VALIDATION_SPLIT = ["AFQMC", "Cmnli", "IFlyTek", "TNews", "MultilingualSentiment", "Ocnli"]
+# Use "dev" split instead
+DEV_SPLIT = ["CmedqaRetrieval", "CovidRetrieval", "DuRetrieval", "EcomRetrieval", "MedicalRetrieval", "MMarcoReranking", "MMarcoRetrieval", "MSMARCO", "T2Reranking", "T2Retrieval", "VideoRetrieval"]
+
 MODELS = [
     "all-MiniLM-L12-v2",
     "all-MiniLM-L6-v2",
@@ -173,15 +180,12 @@ class MTEBResults(datasets.GeneratorBasedBuilder):
                 res_dict = json.load(f)
                 ds_name = res_dict["mteb_dataset_name"]
                 split = "test"
-                if ds_name in ["AFQMC", "CmedqaRetrieval", "Cmnli", "CovidRetrieval", "DuRetrieval", "EcomRetrieval", "IFlyTek", "JDReview", "MedicalRetrieval", "MultilingualSentiment", "MMarcoReranking", "MMarcoRetrieval", "MSMARCO", "Ocnli", "OnlineShopping", "T2Reranking", "T2Retrieval", "TNews", "VideoRetrieval", "Waimai",]:
-                    if "test" in res_dict:
-                        split = "test"
-                    elif "dev" in res_dict:
-                        split = "dev"
-                    elif "validation" in res_dict:
-                        split = "validation"
-                elif ds_name in ["DanishPoliticalCommentsClassification"]:
+                if ds_name in TRAIN_SPLIT:
                     split = "train"
+                elif ds_name in VALIDATION_SPLIT:
+                    split = "validation"
+                elif ds_name in DEV_SPLIT:
+                    split = "dev"
                 if split not in res_dict:
                     print(f"Skipping {ds_name} as split {split} not present.")
                     continue
diff --git a/results/luotuo-bert-medium/JDReview.json b/results/luotuo-bert-medium/JDReview.json
index cdc92061f7c5e9b8311528f804d6a6e283eb9f20..1e8be0160040555dcb85e88df46dfa001043a879 100644
--- a/results/luotuo-bert-medium/JDReview.json
+++ b/results/luotuo-bert-medium/JDReview.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "JDReview",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.7968105065666041,
     "accuracy_stderr": 0.013556564277298419,
     "ap": 0.4273453175940383,
diff --git a/results/luotuo-bert-medium/OnlineShopping.json b/results/luotuo-bert-medium/OnlineShopping.json
index 966741a5f687874f48328cd84f25416d296773f6..670cc5bcdcbc622f829a144528b13554d1670775 100644
--- a/results/luotuo-bert-medium/OnlineShopping.json
+++ b/results/luotuo-bert-medium/OnlineShopping.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "OnlineShopping",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.843,
     "accuracy_stderr": 0.019544820285692058,
     "ap": 0.7987414729110291,
diff --git a/results/luotuo-bert-medium/Waimai.json b/results/luotuo-bert-medium/Waimai.json
index 95ec8f8ef1e91c831eed4af37b52d2d01ece6c73..20de422783badc3232da2fe7ee82c59e72716da6 100644
--- a/results/luotuo-bert-medium/Waimai.json
+++ b/results/luotuo-bert-medium/Waimai.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "Waimai",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.7957,
     "accuracy_stderr": 0.03848908936309093,
     "ap": 0.5868772679908123,
diff --git a/results/m3e-base/JDReview.json b/results/m3e-base/JDReview.json
index 42706af47a6c3e5e3ea2f6cb14abf705b5cf9227..592bc239cd16181cea0784c5786d745868896f94 100644
--- a/results/m3e-base/JDReview.json
+++ b/results/m3e-base/JDReview.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "JDReview",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8532833020637899,
     "accuracy_stderr": 0.0174352872877883,
     "ap": 0.5352464864512989,
diff --git a/results/m3e-base/OnlineShopping.json b/results/m3e-base/OnlineShopping.json
index 822b521a14a72554314c8635dbb9c4228e054e85..60075184a3e0b2bb63a9bd2bb47c3ff13518cdc2 100644
--- a/results/m3e-base/OnlineShopping.json
+++ b/results/m3e-base/OnlineShopping.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "OnlineShopping",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8776999999999999,
     "accuracy_stderr": 0.023311156127485418,
     "ap": 0.8446574974349321,
diff --git a/results/m3e-base/Waimai.json b/results/m3e-base/Waimai.json
index 6491d1cbc75e0f38955d6135bb50424063952426..0f5cb3713cb4d2c40c615d671d89a0eef85de4ef 100644
--- a/results/m3e-base/Waimai.json
+++ b/results/m3e-base/Waimai.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "Waimai",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8399000000000001,
     "accuracy_stderr": 0.040704913708298165,
     "ap": 0.659398567279327,
diff --git a/results/m3e-large/JDReview.json b/results/m3e-large/JDReview.json
index b770025d59ad45a30d0a60e08ff4fcd9361e6b02..5afd474d2da2faa95872db44c23a2ad62e79bbec 100644
--- a/results/m3e-large/JDReview.json
+++ b/results/m3e-large/JDReview.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "JDReview",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8692307692307694,
     "accuracy_stderr": 0.018152394175514827,
     "ap": 0.5591323728346198,
diff --git a/results/m3e-large/OnlineShopping.json b/results/m3e-large/OnlineShopping.json
index 690f978aa36586fb72183f541cc52d67acbe98bb..269425f138c4849654b04977d433c341f1810f58 100644
--- a/results/m3e-large/OnlineShopping.json
+++ b/results/m3e-large/OnlineShopping.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "OnlineShopping",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8958999999999999,
     "accuracy_stderr": 0.03008803749000592,
     "ap": 0.8597603713701234,
diff --git a/results/m3e-large/Waimai.json b/results/m3e-large/Waimai.json
index e37dc92154d4198845c48e66179b54d340af9793..2f4490023aad28384acdb6f9d0eb89075139ef08 100644
--- a/results/m3e-large/Waimai.json
+++ b/results/m3e-large/Waimai.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "Waimai",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8608,
     "accuracy_stderr": 0.039866778149230966,
     "ap": 0.6963624485137558,
diff --git a/results/multilingual-e5-large/AFQMC.json b/results/multilingual-e5-large/AFQMC.json
new file mode 100644
index 0000000000000000000000000000000000000000..ed71157f719761b1e3b7deccc906c989f794120f
--- /dev/null
+++ b/results/multilingual-e5-large/AFQMC.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "AFQMC",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+      "spearman": NaN
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+      "spearman": NaN
+    },
+    "evaluation_time": 12.98,
+    "manhattan": {
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+      "spearman": NaN
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/ATEC.json b/results/multilingual-e5-large/ATEC.json
new file mode 100644
index 0000000000000000000000000000000000000000..9aca19496af1b0fccc1b76bf180f26017960ef1d
--- /dev/null
+++ b/results/multilingual-e5-large/ATEC.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "ATEC",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.3976499284462967
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/BQ.json b/results/multilingual-e5-large/BQ.json
new file mode 100644
index 0000000000000000000000000000000000000000..cef058a176908f638cd281ba9aeb07bc6d44e923
--- /dev/null
+++ b/results/multilingual-e5-large/BQ.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "BQ",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+      "spearman": 0.46653013902577517
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/CLSClusteringP2P.json b/results/multilingual-e5-large/CLSClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..be44f6ebbcd4c814bdb9b91f59a4d3c7220d99b8
--- /dev/null
+++ b/results/multilingual-e5-large/CLSClusteringP2P.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CLSClusteringP2P",
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+  "test": {
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/CLSClusteringS2S.json b/results/multilingual-e5-large/CLSClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e42ccf73d5dfc1a22b2a45dd881352b0ff9948e
--- /dev/null
+++ b/results/multilingual-e5-large/CLSClusteringS2S.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CLSClusteringS2S",
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+  "test": {
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+    "v_measure": 0.3858513162813319,
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/CMedQAv1.json b/results/multilingual-e5-large/CMedQAv1.json
new file mode 100644
index 0000000000000000000000000000000000000000..254e0bb85c9ec84d2704c9b21ad6f8d0a177babb
--- /dev/null
+++ b/results/multilingual-e5-large/CMedQAv1.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CMedQAv1",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+    "map": 0.6825080623643341,
+    "mrr": 0.7280083333333334
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/CMedQAv2.json b/results/multilingual-e5-large/CMedQAv2.json
new file mode 100644
index 0000000000000000000000000000000000000000..122a85e5ed288a2646e9ea4a8d691da55e6a1981
--- /dev/null
+++ b/results/multilingual-e5-large/CMedQAv2.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CMedQAv2",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 959.3,
+    "map": 0.6855542210791,
+    "mrr": 0.7355956349206348
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/CmedqaRetrieval.json b/results/multilingual-e5-large/CmedqaRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..f775a9d686a1e12a94dd43d45a2068092295d2c0
--- /dev/null
+++ b/results/multilingual-e5-large/CmedqaRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
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+    "recall_at_100": 0.57938,
+    "recall_at_1000": 0.8636,
+    "recall_at_3": 0.25176,
+    "recall_at_5": 0.29109
+  },
+  "mteb_dataset_name": "CmedqaRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/Cmnli.json b/results/multilingual-e5-large/Cmnli.json
new file mode 100644
index 0000000000000000000000000000000000000000..c94506dbdc34bf958af6a4c27c6647d2f9e15bde
--- /dev/null
+++ b/results/multilingual-e5-large/Cmnli.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Cmnli",
+  "mteb_version": "1.1.1.dev0",
+  "validation": {
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+    "max": {
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+      "ap": 0.7818052754133149,
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/CovidRetrieval.json b/results/multilingual-e5-large/CovidRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..3eb7ec81db9fcb73f388a495616980634f4c8da7
--- /dev/null
+++ b/results/multilingual-e5-large/CovidRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
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+    "recall_at_1000": 0.99262,
+    "recall_at_3": 0.77371,
+    "recall_at_5": 0.82929
+  },
+  "mteb_dataset_name": "CovidRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/DuRetrieval.json b/results/multilingual-e5-large/DuRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..e075841d6c2ab5c1995a00cb34fa6ec1f74b759f
--- /dev/null
+++ b/results/multilingual-e5-large/DuRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
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+    "precision_at_100": 0.04753,
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+    "precision_at_5": 0.6344,
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+    "recall_at_100": 0.9687,
+    "recall_at_1000": 0.99048,
+    "recall_at_3": 0.55495,
+    "recall_at_5": 0.7236
+  },
+  "mteb_dataset_name": "DuRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/EcomRetrieval.json b/results/multilingual-e5-large/EcomRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..4102e0985377dfb3366dfb58feee4f322e251557
--- /dev/null
+++ b/results/multilingual-e5-large/EcomRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
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+    "recall_at_100": 0.873,
+    "recall_at_1000": 0.952,
+    "recall_at_3": 0.563,
+    "recall_at_5": 0.62
+  },
+  "mteb_dataset_name": "EcomRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/IFlyTek.json b/results/multilingual-e5-large/IFlyTek.json
new file mode 100644
index 0000000000000000000000000000000000000000..8227d2d6116a96455b8eec97640d603af3cb185c
--- /dev/null
+++ b/results/multilingual-e5-large/IFlyTek.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "IFlyTek",
+  "mteb_version": "1.1.1.dev0",
+  "validation": {
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/JDReview.json b/results/multilingual-e5-large/JDReview.json
new file mode 100644
index 0000000000000000000000000000000000000000..839be2822ff5dc26d231c20c537aa81fd46901a7
--- /dev/null
+++ b/results/multilingual-e5-large/JDReview.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "JDReview",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+    "f1_stderr": 0.011752315951514757,
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/LCQMC.json b/results/multilingual-e5-large/LCQMC.json
new file mode 100644
index 0000000000000000000000000000000000000000..88355582c6ef684648c365dce06a114e2376d00d
--- /dev/null
+++ b/results/multilingual-e5-large/LCQMC.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "LCQMC",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+      "spearman": 0.7584743518217304
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/MMarcoReranking.json b/results/multilingual-e5-large/MMarcoReranking.json
new file mode 100644
index 0000000000000000000000000000000000000000..bba88fe2fd8e85891529d0d59e9cc53bf7c568e5
--- /dev/null
+++ b/results/multilingual-e5-large/MMarcoReranking.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 1026.96,
+    "map": 0.21342936474912233,
+    "mrr": 0.19907539682539682
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+  "mteb_dataset_name": "MMarcoReranking",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/MMarcoRetrieval.json b/results/multilingual-e5-large/MMarcoRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..71133c114b1f29189e276e89c98bb9caeeb0ebc3
--- /dev/null
+++ b/results/multilingual-e5-large/MMarcoRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
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+    "ndcg_at_1000": 0.80902,
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+    "precision_at_100": 0.01026,
+    "precision_at_1000": 0.00105,
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+    "recall_at_1": 0.66655,
+    "recall_at_10": 0.89808,
+    "recall_at_100": 0.96277,
+    "recall_at_1000": 0.98397,
+    "recall_at_3": 0.80562,
+    "recall_at_5": 0.85574
+  },
+  "mteb_dataset_name": "MMarcoRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/MedicalRetrieval.json b/results/multilingual-e5-large/MedicalRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..5e7317c3c783cb1c5221207e60bf44830537980a
--- /dev/null
+++ b/results/multilingual-e5-large/MedicalRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
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+    "recall_at_100": 0.709,
+    "recall_at_1000": 0.845,
+    "recall_at_3": 0.527,
+    "recall_at_5": 0.556
+  },
+  "mteb_dataset_name": "MedicalRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/MultilingualSentiment.json b/results/multilingual-e5-large/MultilingualSentiment.json
new file mode 100644
index 0000000000000000000000000000000000000000..6d94b0dcca13acdd748dc228efc0cc066e9e429b
--- /dev/null
+++ b/results/multilingual-e5-large/MultilingualSentiment.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "MultilingualSentiment",
+  "mteb_version": "1.1.1.dev0",
+  "validation": {
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/Ocnli.json b/results/multilingual-e5-large/Ocnli.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ed5468470314560046bac7ff01cb2e802863502
--- /dev/null
+++ b/results/multilingual-e5-large/Ocnli.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Ocnli",
+  "mteb_version": "1.1.1.dev0",
+  "validation": {
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+      "recall": 0.9630411826821542
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+      "recall": 0.9334741288278775
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+    "euclidean": {
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+      "recall": 0.9588173178458289
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+      "recall": 0.9577613516367476
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+    "max": {
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+      "ap": 0.6159824345164865,
+      "f1": 0.6826347305389221
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/OnlineShopping.json b/results/multilingual-e5-large/OnlineShopping.json
new file mode 100644
index 0000000000000000000000000000000000000000..989fc0e9319e7470e8224df472cf1ff7919ce6b4
--- /dev/null
+++ b/results/multilingual-e5-large/OnlineShopping.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "OnlineShopping",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+    "main_score": 0.9081000000000001
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/PAWSX.json b/results/multilingual-e5-large/PAWSX.json
new file mode 100644
index 0000000000000000000000000000000000000000..8a3259cb61bbff6f3abc4afb9bbca0b083f2f963
--- /dev/null
+++ b/results/multilingual-e5-large/PAWSX.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "PAWSX",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
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+    "evaluation_time": 12.17,
+    "manhattan": {
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+      "spearman": 0.14629419169863672
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/QBQTC.json b/results/multilingual-e5-large/QBQTC.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a58979b94d559eb64d1b626ded493204071c6bc
--- /dev/null
+++ b/results/multilingual-e5-large/QBQTC.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "QBQTC",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.2782980363856517,
+      "spearman": 0.29772615402821423
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+    "euclidean": {
+      "pearson": 0.27814413402789645,
+      "spearman": 0.2971862091034082
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+    "evaluation_time": 21.84,
+    "manhattan": {
+      "pearson": 0.2777907131863503,
+      "spearman": 0.2966887417839818
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/STSB.json b/results/multilingual-e5-large/STSB.json
new file mode 100644
index 0000000000000000000000000000000000000000..a28c4e7cf2f4540f338f1edab2f896f9bca34f2a
--- /dev/null
+++ b/results/multilingual-e5-large/STSB.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "STSB",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
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+      "spearman": 0.81084447684131
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+    "euclidean": {
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+    "evaluation_time": 5.61,
+    "manhattan": {
+      "pearson": 0.8065137474008732,
+      "spearman": 0.81031121673854
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/T2Reranking.json b/results/multilingual-e5-large/T2Reranking.json
new file mode 100644
index 0000000000000000000000000000000000000000..ffd6292bfef90652707c5b11ccd9f71154620bfb
--- /dev/null
+++ b/results/multilingual-e5-large/T2Reranking.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 3205.43,
+    "map": 0.658342326296287,
+    "mrr": 0.7414078032476814
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+  "mteb_dataset_name": "T2Reranking",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/T2Retrieval.json b/results/multilingual-e5-large/T2Retrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..6c9676e0b77bea713cd5be3614bde4fe88098e47
--- /dev/null
+++ b/results/multilingual-e5-large/T2Retrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
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+    "map_at_10": 0.66863,
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+    "map_at_1000": 0.70883,
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+    "mrr_at_5": 0.86865,
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+    "ndcg_at_5": 0.76144,
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+    "precision_at_100": 0.04795,
+    "precision_at_1000": 0.00509,
+    "precision_at_3": 0.68296,
+    "precision_at_5": 0.56918,
+    "recall_at_1": 0.24266,
+    "recall_at_10": 0.7524,
+    "recall_at_100": 0.90813,
+    "recall_at_1000": 0.96965,
+    "recall_at_3": 0.4939,
+    "recall_at_5": 0.622
+  },
+  "mteb_dataset_name": "T2Retrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/TNews.json b/results/multilingual-e5-large/TNews.json
new file mode 100644
index 0000000000000000000000000000000000000000..f59557c312dcca85b60ba04490a70b59778f45f0
--- /dev/null
+++ b/results/multilingual-e5-large/TNews.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "TNews",
+  "mteb_version": "1.1.1.dev0",
+  "validation": {
+    "accuracy": 0.48377,
+    "accuracy_stderr": 0.005926558866661158,
+    "evaluation_time": 46.18,
+    "f1": 0.46929890503710336,
+    "f1_stderr": 0.0056521672279418655,
+    "main_score": 0.48377
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/ThuNewsClusteringP2P.json b/results/multilingual-e5-large/ThuNewsClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..e8f49ee76ce0375d1ceba1a5bea98083b6071eef
--- /dev/null
+++ b/results/multilingual-e5-large/ThuNewsClusteringP2P.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "ThuNewsClusteringP2P",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 1289.16,
+    "v_measure": 0.5805361935553204,
+    "v_measure_std": 0.01789362331890681
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/ThuNewsClusteringS2S.json b/results/multilingual-e5-large/ThuNewsClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..86504b2cc240971887f11857a8aae71e18d303e0
--- /dev/null
+++ b/results/multilingual-e5-large/ThuNewsClusteringS2S.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "ThuNewsClusteringS2S",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 156.6,
+    "v_measure": 0.555851710161304,
+    "v_measure_std": 0.013055585604640913
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/VideoRetrieval.json b/results/multilingual-e5-large/VideoRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..5ca3462f252153e02983ad3c45f4f61c405ae827
--- /dev/null
+++ b/results/multilingual-e5-large/VideoRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 199.74,
+    "map_at_1": 0.435,
+    "map_at_10": 0.5346,
+    "map_at_100": 0.54154,
+    "map_at_1000": 0.54184,
+    "map_at_3": 0.51017,
+    "map_at_5": 0.52532,
+    "mrr_at_1": 0.435,
+    "mrr_at_10": 0.5346,
+    "mrr_at_100": 0.54154,
+    "mrr_at_1000": 0.54184,
+    "mrr_at_3": 0.51017,
+    "mrr_at_5": 0.52532,
+    "ndcg_at_1": 0.435,
+    "ndcg_at_10": 0.58247,
+    "ndcg_at_100": 0.61576,
+    "ndcg_at_1000": 0.62402,
+    "ndcg_at_3": 0.53263,
+    "ndcg_at_5": 0.56008,
+    "precision_at_1": 0.435,
+    "precision_at_10": 0.0733,
+    "precision_at_100": 0.00888,
+    "precision_at_1000": 0.00095,
+    "precision_at_3": 0.199,
+    "precision_at_5": 0.1328,
+    "recall_at_1": 0.435,
+    "recall_at_10": 0.733,
+    "recall_at_100": 0.888,
+    "recall_at_1000": 0.953,
+    "recall_at_3": 0.597,
+    "recall_at_5": 0.664
+  },
+  "mteb_dataset_name": "VideoRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-large/Waimai.json b/results/multilingual-e5-large/Waimai.json
new file mode 100644
index 0000000000000000000000000000000000000000..517a318df8f82c5efbdb6005659f925fd6d8bce9
--- /dev/null
+++ b/results/multilingual-e5-large/Waimai.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Waimai",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.8501999999999998,
+    "accuracy_stderr": 0.01356318546654879,
+    "ap": 0.6701127572356897,
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+    "evaluation_time": 12.6,
+    "f1": 0.8330190784640543,
+    "f1_stderr": 0.013702169924102673,
+    "main_score": 0.8501999999999998
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/AFQMC.json b/results/multilingual-e5-small/AFQMC.json
new file mode 100644
index 0000000000000000000000000000000000000000..9c843ac12506ae064a3398b056677179fa150bfc
--- /dev/null
+++ b/results/multilingual-e5-small/AFQMC.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "AFQMC",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": NaN,
+      "spearman": NaN
+    },
+    "euclidean": {
+      "pearson": NaN,
+      "spearman": NaN
+    },
+    "evaluation_time": 2.42,
+    "manhattan": {
+      "pearson": NaN,
+      "spearman": NaN
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/ATEC.json b/results/multilingual-e5-small/ATEC.json
new file mode 100644
index 0000000000000000000000000000000000000000..c51320a7067ae156cfac1d9250b8fe645c268ee9
--- /dev/null
+++ b/results/multilingual-e5-small/ATEC.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "ATEC",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.35637998002096916,
+      "spearman": 0.35137235436810005
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+    "euclidean": {
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+    "manhattan": {
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+      "spearman": 0.3486532813079574
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/BQ.json b/results/multilingual-e5-small/BQ.json
new file mode 100644
index 0000000000000000000000000000000000000000..3fe6b5c3c8f9302be0e222af0ab78f45b6caa2de
--- /dev/null
+++ b/results/multilingual-e5-small/BQ.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "BQ",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.43339101576303374,
+      "spearman": 0.432745171520664
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+    "euclidean": {
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+    "evaluation_time": 6.84,
+    "manhattan": {
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+      "spearman": 0.43107547451300227
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/CLSClusteringP2P.json b/results/multilingual-e5-small/CLSClusteringP2P.json
new file mode 100644
index 0000000000000000000000000000000000000000..2e7849b06c2671a7650ede098420e8f3d6be5f44
--- /dev/null
+++ b/results/multilingual-e5-small/CLSClusteringP2P.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CLSClusteringP2P",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 616.27,
+    "v_measure": 0.39139579198979646,
+    "v_measure_std": 0.011783131343169039
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/CLSClusteringS2S.json b/results/multilingual-e5-small/CLSClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..21c3818a6e4c5a3bd141734556378074028fb70f
--- /dev/null
+++ b/results/multilingual-e5-small/CLSClusteringS2S.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CLSClusteringS2S",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 33.91,
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+    "v_measure_std": 0.011469015351116682
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/CMedQAv1.json b/results/multilingual-e5-small/CMedQAv1.json
new file mode 100644
index 0000000000000000000000000000000000000000..aad5f4228ea2c4150fd5b32c9f047a771d196583
--- /dev/null
+++ b/results/multilingual-e5-small/CMedQAv1.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CMedQAv1",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 188.32,
+    "map": 0.6343782399577538,
+    "mrr": 0.6908428571428572
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/CMedQAv2.json b/results/multilingual-e5-small/CMedQAv2.json
new file mode 100644
index 0000000000000000000000000000000000000000..ba649c9e8b5e4b7100831dbe2ed5b3e59aeef5f3
--- /dev/null
+++ b/results/multilingual-e5-small/CMedQAv2.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "CMedQAv2",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 178.66,
+    "map": 0.6241065561577064,
+    "mrr": 0.6778468253968254
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/CmedqaRetrieval.json b/results/multilingual-e5-small/CmedqaRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..b47847b46c4375299a013fe3e5e406802c2e7639
--- /dev/null
+++ b/results/multilingual-e5-small/CmedqaRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
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+    "mrr_at_1000": 0.28365,
+    "mrr_at_3": 0.25606,
+    "mrr_at_5": 0.26569,
+    "ndcg_at_1": 0.22106,
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+    "recall_at_1000": 0.83373,
+    "recall_at_3": 0.20994,
+    "recall_at_5": 0.24692
+  },
+  "mteb_dataset_name": "CmedqaRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/Cmnli.json b/results/multilingual-e5-small/Cmnli.json
new file mode 100644
index 0000000000000000000000000000000000000000..ac52010e5130d6cd57d56b7a5d1e225afafc91df
--- /dev/null
+++ b/results/multilingual-e5-small/Cmnli.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Cmnli",
+  "mteb_version": "1.1.1.dev0",
+  "validation": {
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+      "precision": 0.577794448612153,
+      "recall": 0.90039747486556
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+    "max": {
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+      "ap": 0.7212026503090375,
+      "f1": 0.7057953600147888
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/CovidRetrieval.json b/results/multilingual-e5-small/CovidRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..663bd7b1635aea0597f7585f9b8bd77912e19957
--- /dev/null
+++ b/results/multilingual-e5-small/CovidRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
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+    "recall_at_1": 0.60169,
+    "recall_at_10": 0.85037,
+    "recall_at_100": 0.96523,
+    "recall_at_1000": 0.99262,
+    "recall_at_3": 0.75501,
+    "recall_at_5": 0.79663
+  },
+  "mteb_dataset_name": "CovidRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/DuRetrieval.json b/results/multilingual-e5-small/DuRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd976fb2a77c0e2b6b98b24bc2797ee790d66307
--- /dev/null
+++ b/results/multilingual-e5-small/DuRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 312.02,
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+    "map_at_1000": 0.75697,
+    "map_at_3": 0.50348,
+    "map_at_5": 0.63154,
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+    "mrr_at_100": 0.89591,
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+    "mrr_at_5": 0.89332,
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+    "ndcg_at_100": 0.85096,
+    "ndcg_at_1000": 0.8584,
+    "ndcg_at_3": 0.80507,
+    "ndcg_at_5": 0.7891,
+    "precision_at_1": 0.85,
+    "precision_at_10": 0.393,
+    "precision_at_100": 0.04673,
+    "precision_at_1000": 0.00486,
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+    "precision_at_5": 0.6071,
+    "recall_at_1": 0.23512,
+    "recall_at_10": 0.82814,
+    "recall_at_100": 0.94821,
+    "recall_at_1000": 0.98664,
+    "recall_at_3": 0.53293,
+    "recall_at_5": 0.68745
+  },
+  "mteb_dataset_name": "DuRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/EcomRetrieval.json b/results/multilingual-e5-small/EcomRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..94574a6d026d7c9213e25f804e552d79d920485b
--- /dev/null
+++ b/results/multilingual-e5-small/EcomRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 44.74,
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+    "map_at_100": 0.49487,
+    "map_at_1000": 0.49524,
+    "map_at_3": 0.46483,
+    "map_at_5": 0.47623,
+    "mrr_at_1": 0.395,
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+    "mrr_at_100": 0.49487,
+    "mrr_at_1000": 0.49524,
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+    "ndcg_at_10": 0.53563,
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+    "ndcg_at_1000": 0.58245,
+    "ndcg_at_3": 0.48772,
+    "ndcg_at_5": 0.50851,
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+    "precision_at_10": 0.0689,
+    "precision_at_100": 0.00857,
+    "precision_at_1000": 0.00094,
+    "precision_at_3": 0.18467,
+    "precision_at_5": 0.121,
+    "recall_at_1": 0.395,
+    "recall_at_10": 0.689,
+    "recall_at_100": 0.857,
+    "recall_at_1000": 0.943,
+    "recall_at_3": 0.554,
+    "recall_at_5": 0.605
+  },
+  "mteb_dataset_name": "EcomRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/IFlyTek.json b/results/multilingual-e5-small/IFlyTek.json
new file mode 100644
index 0000000000000000000000000000000000000000..4847e407e1e78a913085a10040e8ec480575acc7
--- /dev/null
+++ b/results/multilingual-e5-small/IFlyTek.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "IFlyTek",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+    "accuracy_stderr": 0.0,
+    "evaluation_time": 155.21,
+    "f1": 0.0,
+    "f1_stderr": 0.0,
+    "main_score": 0.0
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/JDReview.json b/results/multilingual-e5-small/JDReview.json
new file mode 100644
index 0000000000000000000000000000000000000000..f78dd1c7946e6416d84d2679c1fdd9221cbc81b7
--- /dev/null
+++ b/results/multilingual-e5-small/JDReview.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "JDReview",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.7934333958724202,
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+    "ap_stderr": 0.0266268111937104,
+    "evaluation_time": 9.6,
+    "f1": 0.7293146978008586,
+    "f1_stderr": 0.021692616069093118,
+    "main_score": 0.7934333958724202
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/LCQMC.json b/results/multilingual-e5-small/LCQMC.json
new file mode 100644
index 0000000000000000000000000000000000000000..8b8596d52cc9f31a6f80bf389b17830987a00d4b
--- /dev/null
+++ b/results/multilingual-e5-small/LCQMC.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "LCQMC",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.6709304328574348,
+      "spearman": 0.7270168062223554
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+    "euclidean": {
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+      "spearman": 0.7249422249579968
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+    "evaluation_time": 5.24,
+    "manhattan": {
+      "pearson": 0.7130934743175028,
+      "spearman": 0.7243807411925794
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/MMarcoReranking.json b/results/multilingual-e5-small/MMarcoReranking.json
new file mode 100644
index 0000000000000000000000000000000000000000..a08122d6e51c8558c8827cd300b7ebf56fea94d6
--- /dev/null
+++ b/results/multilingual-e5-small/MMarcoReranking.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 193.73,
+    "map": 0.24327427709190208,
+    "mrr": 0.22999206349206347
+  },
+  "mteb_dataset_name": "MMarcoReranking",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/MMarcoRetrieval.json b/results/multilingual-e5-small/MMarcoRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..527d220aed11ba1c29f4079746395d55cdb4673f
--- /dev/null
+++ b/results/multilingual-e5-small/MMarcoRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
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+    "mrr_at_1000": 0.70172,
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+    "ndcg_at_100": 0.74991,
+    "ndcg_at_1000": 0.75426,
+    "ndcg_at_3": 0.69392,
+    "ndcg_at_5": 0.71339,
+    "precision_at_1": 0.61977,
+    "precision_at_10": 0.09029,
+    "precision_at_100": 0.00994,
+    "precision_at_1000": 0.00103,
+    "precision_at_3": 0.26342,
+    "precision_at_5": 0.16837,
+    "recall_at_1": 0.59913,
+    "recall_at_10": 0.84876,
+    "recall_at_100": 0.93256,
+    "recall_at_1000": 0.96718,
+    "recall_at_3": 0.74779,
+    "recall_at_5": 0.79386
+  },
+  "mteb_dataset_name": "MMarcoRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/MedicalRetrieval.json b/results/multilingual-e5-small/MedicalRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..c4a235d184ca53cee4a40d2e06b5fd84f7fc2f46
--- /dev/null
+++ b/results/multilingual-e5-small/MedicalRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 111.64,
+    "map_at_1": 0.375,
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+    "map_at_100": 0.42906,
+    "map_at_1000": 0.42961,
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+    "mrr_at_1": 0.374,
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+    "mrr_at_100": 0.42856,
+    "mrr_at_1000": 0.42911,
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+    "ndcg_at_100": 0.47425,
+    "ndcg_at_1000": 0.49272,
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+    "ndcg_at_5": 0.43548,
+    "precision_at_1": 0.375,
+    "precision_at_10": 0.0524,
+    "precision_at_100": 0.00652,
+    "precision_at_1000": 0.00081,
+    "precision_at_3": 0.154,
+    "precision_at_5": 0.0968,
+    "recall_at_1": 0.375,
+    "recall_at_10": 0.524,
+    "recall_at_100": 0.652,
+    "recall_at_1000": 0.806,
+    "recall_at_3": 0.462,
+    "recall_at_5": 0.484
+  },
+  "mteb_dataset_name": "MedicalRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/MultilingualSentiment.json b/results/multilingual-e5-small/MultilingualSentiment.json
new file mode 100644
index 0000000000000000000000000000000000000000..a49e00ee5ee52c4b7afaf46b92b88cc066858246
--- /dev/null
+++ b/results/multilingual-e5-small/MultilingualSentiment.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "MultilingualSentiment",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+    "main_score": 0.6523
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+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/Ocnli.json b/results/multilingual-e5-small/Ocnli.json
new file mode 100644
index 0000000000000000000000000000000000000000..257def22c8bd8453408c64297e3ef801e73d43b9
--- /dev/null
+++ b/results/multilingual-e5-small/Ocnli.json
@@ -0,0 +1,49 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Ocnli",
+  "mteb_version": "1.1.1.dev0",
+  "validation": {
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+      "recall": 1.0
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+    "euclidean": {
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+    "evaluation_time": 1.74,
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+      "recall": 1.0
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+    "max": {
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+      "ap": 0.6077448238957222,
+      "f1": 0.6790964503406239
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/OnlineShopping.json b/results/multilingual-e5-small/OnlineShopping.json
new file mode 100644
index 0000000000000000000000000000000000000000..e23e8a86b7945311010ebea4190e0bd9bc45cc81
--- /dev/null
+++ b/results/multilingual-e5-small/OnlineShopping.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "OnlineShopping",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+    "main_score": 0.8873
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/PAWSX.json b/results/multilingual-e5-small/PAWSX.json
new file mode 100644
index 0000000000000000000000000000000000000000..b93727db3cd3bbc049656ac4d0194059c3a547e4
--- /dev/null
+++ b/results/multilingual-e5-small/PAWSX.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "PAWSX",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+      "spearman": 0.11010604121143557
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+      "spearman": 0.1081446519904526
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/QBQTC.json b/results/multilingual-e5-small/QBQTC.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc961077038743f8092b5aa6608e4ceefea4d0d3
--- /dev/null
+++ b/results/multilingual-e5-small/QBQTC.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "QBQTC",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
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+    "manhattan": {
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+      "spearman": 0.30986330483262486
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+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/STSB.json b/results/multilingual-e5-small/STSB.json
new file mode 100644
index 0000000000000000000000000000000000000000..fcebfce942bf80aa9ed6f64c2779c1eb106cadd0
--- /dev/null
+++ b/results/multilingual-e5-small/STSB.json
@@ -0,0 +1,20 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "STSB",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "cos_sim": {
+      "pearson": 0.7796124609371529,
+      "spearman": 0.7772868020898095
+    },
+    "euclidean": {
+      "pearson": 0.7658743819926668,
+      "spearman": 0.7699337492389738
+    },
+    "evaluation_time": 1.58,
+    "manhattan": {
+      "pearson": 0.7673854680067428,
+      "spearman": 0.7712816933576164
+    }
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/T2Reranking.json b/results/multilingual-e5-small/T2Reranking.json
new file mode 100644
index 0000000000000000000000000000000000000000..d8f6959cb93b45865c9cabb50f145fd3b540efc3
--- /dev/null
+++ b/results/multilingual-e5-small/T2Reranking.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 707.91,
+    "map": 0.6524291784681722,
+    "mrr": 0.7404122470473182
+  },
+  "mteb_dataset_name": "T2Reranking",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/T2Retrieval.json b/results/multilingual-e5-small/T2Retrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..f67a619c2b557571c79e3e3f081ba0450ec3dd18
--- /dev/null
+++ b/results/multilingual-e5-small/T2Retrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 361.35,
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+    "map_at_10": 0.61427,
+    "map_at_100": 0.65552,
+    "map_at_1000": 0.65693,
+    "map_at_3": 0.4346,
+    "map_at_5": 0.53013,
+    "mrr_at_1": 0.79099,
+    "mrr_at_10": 0.8382,
+    "mrr_at_100": 0.84027,
+    "mrr_at_1000": 0.84035,
+    "mrr_at_3": 0.82948,
+    "mrr_at_5": 0.83478,
+    "ndcg_at_1": 0.79099,
+    "ndcg_at_10": 0.71395,
+    "ndcg_at_100": 0.77107,
+    "ndcg_at_1000": 0.78587,
+    "ndcg_at_3": 0.73334,
+    "ndcg_at_5": 0.71373,
+    "precision_at_1": 0.79099,
+    "precision_at_10": 0.35857,
+    "precision_at_100": 0.04693,
+    "precision_at_1000": 0.00505,
+    "precision_at_3": 0.6427,
+    "precision_at_5": 0.53396,
+    "recall_at_1": 0.22569,
+    "recall_at_10": 0.70647,
+    "recall_at_100": 0.88566,
+    "recall_at_1000": 0.96019,
+    "recall_at_3": 0.45911,
+    "recall_at_5": 0.57867
+  },
+  "mteb_dataset_name": "T2Retrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/TNews.json b/results/multilingual-e5-small/TNews.json
new file mode 100644
index 0000000000000000000000000000000000000000..b3870314ec04b9dc8f209f0fb0461655e646f261
--- /dev/null
+++ b/results/multilingual-e5-small/TNews.json
@@ -0,0 +1,13 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "TNews",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.0,
+    "accuracy_stderr": 0.0,
+    "evaluation_time": 21.76,
+    "f1": 0.0,
+    "f1_stderr": 0.0,
+    "main_score": 0.0
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/ThuNewsClusteringS2S.json b/results/multilingual-e5-small/ThuNewsClusteringS2S.json
new file mode 100644
index 0000000000000000000000000000000000000000..33bb0269bee2e20771660fa7dc2b432fbbfdab4e
--- /dev/null
+++ b/results/multilingual-e5-small/ThuNewsClusteringS2S.json
@@ -0,0 +1,10 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "ThuNewsClusteringS2S",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "evaluation_time": 32.97,
+    "v_measure": 0.4893172191657844,
+    "v_measure_std": 0.007320437498038108
+  }
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/VideoRetrieval.json b/results/multilingual-e5-small/VideoRetrieval.json
new file mode 100644
index 0000000000000000000000000000000000000000..72eac04e68fec9d836b0e4271400ce50aadfa077
--- /dev/null
+++ b/results/multilingual-e5-small/VideoRetrieval.json
@@ -0,0 +1,38 @@
+{
+  "dataset_revision": null,
+  "dev": {
+    "evaluation_time": 53.98,
+    "map_at_1": 0.43,
+    "map_at_10": 0.53124,
+    "map_at_100": 0.53811,
+    "map_at_1000": 0.53838,
+    "map_at_3": 0.50717,
+    "map_at_5": 0.52142,
+    "mrr_at_1": 0.429,
+    "mrr_at_10": 0.53074,
+    "mrr_at_100": 0.53761,
+    "mrr_at_1000": 0.53788,
+    "mrr_at_3": 0.50667,
+    "mrr_at_5": 0.52092,
+    "ndcg_at_1": 0.43,
+    "ndcg_at_10": 0.58087,
+    "ndcg_at_100": 0.61534,
+    "ndcg_at_1000": 0.62292,
+    "ndcg_at_3": 0.53158,
+    "ndcg_at_5": 0.55719,
+    "precision_at_1": 0.43,
+    "precision_at_10": 0.0737,
+    "precision_at_100": 0.00901,
+    "precision_at_1000": 0.00096,
+    "precision_at_3": 0.20067,
+    "precision_at_5": 0.1328,
+    "recall_at_1": 0.43,
+    "recall_at_10": 0.737,
+    "recall_at_100": 0.901,
+    "recall_at_1000": 0.962,
+    "recall_at_3": 0.602,
+    "recall_at_5": 0.664
+  },
+  "mteb_dataset_name": "VideoRetrieval",
+  "mteb_version": "1.1.1.dev0"
+}
\ No newline at end of file
diff --git a/results/multilingual-e5-small/Waimai.json b/results/multilingual-e5-small/Waimai.json
new file mode 100644
index 0000000000000000000000000000000000000000..895d8fef311673edd21192d6149a7442fb9817aa
--- /dev/null
+++ b/results/multilingual-e5-small/Waimai.json
@@ -0,0 +1,15 @@
+{
+  "dataset_revision": null,
+  "mteb_dataset_name": "Waimai",
+  "mteb_version": "1.1.1.dev0",
+  "test": {
+    "accuracy": 0.8390000000000001,
+    "accuracy_stderr": 0.012239281024635376,
+    "ap": 0.649319221180169,
+    "ap_stderr": 0.01854211933135823,
+    "evaluation_time": 3.93,
+    "f1": 0.8195520166074687,
+    "f1_stderr": 0.011295922365696126,
+    "main_score": 0.8390000000000001
+  }
+}
\ No newline at end of file
diff --git a/results/text-embedding-ada-002/JDReview.json b/results/text-embedding-ada-002/JDReview.json
index 6deec7951bb4eab59784767b88d206ff6a08042f..89ff26a6d397e4ee7d1670945e73adcc4cd4c92c 100644
--- a/results/text-embedding-ada-002/JDReview.json
+++ b/results/text-embedding-ada-002/JDReview.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "JDReview",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.7459662288930582,
     "accuracy_stderr": 0.029903625352190287,
     "ap": 0.3525300664947201,
diff --git a/results/text-embedding-ada-002/OnlineShopping.json b/results/text-embedding-ada-002/OnlineShopping.json
index 45095d3cc664b46088400289ae5b5cc364c9150d..f8571e4bc0774a5b57042f5337c2cdaa2ae9e69c 100644
--- a/results/text-embedding-ada-002/OnlineShopping.json
+++ b/results/text-embedding-ada-002/OnlineShopping.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "OnlineShopping",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8894,
     "accuracy_stderr": 0.01156027681329475,
     "ap": 0.8546578393968943,
diff --git a/results/text-embedding-ada-002/Waimai.json b/results/text-embedding-ada-002/Waimai.json
index 4676d7b351bc60189ba6bae1a9bb65706b5adab7..288586a3ffdeb938e56a0aef15e57b7a309fddcf 100644
--- a/results/text-embedding-ada-002/Waimai.json
+++ b/results/text-embedding-ada-002/Waimai.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "Waimai",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8237,
     "accuracy_stderr": 0.03927352798005291,
     "ap": 0.6293083258305311,
diff --git a/results/text2vec-base-chinese/JDReview.json b/results/text2vec-base-chinese/JDReview.json
index ec8fa9c34588fa5a02b4b32b80af68ce80a2c3c3..3ce9bc43a75016c2d3fb794ad38eda7318b4cba2 100644
--- a/results/text2vec-base-chinese/JDReview.json
+++ b/results/text2vec-base-chinese/JDReview.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "JDReview",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8213883677298313,
     "accuracy_stderr": 0.017576042669614052,
     "ap": 0.460585164165393,
diff --git a/results/text2vec-base-chinese/OnlineShopping.json b/results/text2vec-base-chinese/OnlineShopping.json
index 549df7907d196a718f599556ce7145baf7137cb1..9f016c6b3bba13b19cd33b2a46d582ca2e3dc404 100644
--- a/results/text2vec-base-chinese/OnlineShopping.json
+++ b/results/text2vec-base-chinese/OnlineShopping.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "OnlineShopping",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8568999999999999,
     "accuracy_stderr": 0.013545848072379976,
     "ap": 0.8139946386642103,
diff --git a/results/text2vec-base-chinese/Waimai.json b/results/text2vec-base-chinese/Waimai.json
index 44fedcb834b946e96d7610f7624984de8528df01..3407ed3293f853e48e7dde27bc46f8604c8b8ec2 100644
--- a/results/text2vec-base-chinese/Waimai.json
+++ b/results/text2vec-base-chinese/Waimai.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "Waimai",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.7722,
     "accuracy_stderr": 0.060477764508949886,
     "ap": 0.5602422237210523,
diff --git a/results/text2vec-large-chinese/JDReview.json b/results/text2vec-large-chinese/JDReview.json
index fa7417101b9dfa131985ed33ced8442eb476bdbf..0f33995835032ec5358d0b8d39748c58770f24ef 100644
--- a/results/text2vec-large-chinese/JDReview.json
+++ b/results/text2vec-large-chinese/JDReview.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "JDReview",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8155722326454035,
     "accuracy_stderr": 0.01878141555962578,
     "ap": 0.441783131306302,
diff --git a/results/text2vec-large-chinese/OnlineShopping.json b/results/text2vec-large-chinese/OnlineShopping.json
index 4d6dcd7052c44becad8c4a6f0d9090b8a15adb22..64af8445184a22c4d8ea80f71c21cce41c0bf354 100644
--- a/results/text2vec-large-chinese/OnlineShopping.json
+++ b/results/text2vec-large-chinese/OnlineShopping.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "OnlineShopping",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.8351,
     "accuracy_stderr": 0.008336066218546979,
     "ap": 0.7932365201046185,
diff --git a/results/text2vec-large-chinese/Waimai.json b/results/text2vec-large-chinese/Waimai.json
index 320a5238d8e6b750f00e292e56dbd342883cf0a7..6ffd1d4bae6aed3e16bbd674b7226044eefe0690 100644
--- a/results/text2vec-large-chinese/Waimai.json
+++ b/results/text2vec-large-chinese/Waimai.json
@@ -2,7 +2,7 @@
   "dataset_revision": null,
   "mteb_dataset_name": "Waimai",
   "mteb_version": "1.0.2",
-  "validation": {
+  "test": {
     "accuracy": 0.7600999999999999,
     "accuracy_stderr": 0.07273850424637558,
     "ap": 0.5460424813176652,